Pantano, E.; Priporas, C.; Stylos, N.; Dennis, C.

Facilitating tourists' decision making through open data analyses: a novel recommender system

Article

Pantano, E., Priporas, C., Stylos, N. and Dennis, C. 2019. Facilitating tourists' decision making through open data analyses: a novel recommender system. Tourism Management Perspectives. 31, pp. 323-331. https://doi.org/10.1016/j.tmp.2019.06.003

Publication dates
Type	Article
Title	Facilitating tourists' decision making through open data analyses: a novel recommender system
Authors	Pantano, E., Priporas, C., Stylos, N. and Dennis, C.
Abstract	A number of studies have recently been published reporting researchers' efforts to create new, more efficient recommender systems to support tourists' decision making. This current research operationalizes a recommender system by filtering user-generated data that is abundantly available online, based on individuals' evaluation criteria, to produce a dataset for analysis. Drawing upon an array of predictive models, this research proposes a new recommender system able to facilitate the tourist decision making process through successful managing of open data. It further presents a rating estimation method using ratings that pertain to online users-specified criteria (profile). The model is able to predict consumers' ratings of a certain product with high reliability starting from open data on their profiles.
Keywords	Recommender system; Tourist decision making process; Consumer information processing; Classifier systems; Open data analysis
Sustainable Development Goals	3 Good health and well-being
Middlesex University Theme	Health & Wellbeing
Publisher	Elsevier
Journal	Tourism Management Perspectives
ISSN	2211-9736
Electronic	2211-9744
Online	02 Jul 2019
Print	Jul 2019
Publication process dates
Submitted	02 Nov 2018
Deposited	21 May 2024
Output status	Published
Digital Object Identifier (DOI)	https://doi.org/10.1016/j.tmp.2019.06.003
Scopus EID	2-s2.0-85068120047
Web of Science identifier	WOS:000477800800029
Language	English

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Preferences of smart shopping channels and their impact on perceived wellbeing and social inclusion

Papagiannidis, S., Bourlakis, M., Alamanos, E. and Dennis, C. 2017. Preferences of smart shopping channels and their impact on perceived wellbeing and social inclusion. Computers in Human Behavior. 77, pp. 396-405. https://doi.org/10.1016/j.chb.2017.04.029

Towards a framework for identifying attitudes and intentions to music acquisition from legal and illegal channels

Dilmperi, A., King, T. and Dennis, C. 2017. Towards a framework for identifying attitudes and intentions to music acquisition from legal and illegal channels. Psychology and Marketing. 34 (4), pp. 428-447. https://doi.org/10.1002/mar.20998

To immerse or not? Experimenting with two virtual retail environments

Papagiannidis, S., Pantano, E., See-to, E., Dennis, C. and Bourlakis, M. 2017. To immerse or not? Experimenting with two virtual retail environments. Information Technology and People. 30 (1), pp. 163-188. https://doi.org/10.1108/ITP-03-2015-0069

Generation Z consumers' expectations of interactions in smart retailing: a future agenda

Priporas, C., Stylos, N. and Fotiadis, A. 2017. Generation Z consumers' expectations of interactions in smart retailing: a future agenda. Computers in Human Behavior. 77, pp. 374-381. https://doi.org/10.1016/j.chb.2017.01.058

Unraveling the diverse nature of service quality in a sharing economy: a social exchange theory perspective of Airbnb accommodation

Priporas, C., Stylos, N., Rahimi, R. and Vedanthachari, L. 2017. Unraveling the diverse nature of service quality in a sharing economy: a social exchange theory perspective of Airbnb accommodation. International Journal of Contemporary Hospitality Management. 29 (9), pp. 2279-2301. https://doi.org/10.1108/IJCHM-08-2016-0420

Household behavior on food security during an economic crisis

Kamenidou, I., Rigas, K. and Priporas, C. 2017. Household behavior on food security during an economic crisis. in: Food Security and Sustainability Palgrave Macmillan. pp. 243-261

'You will like it!' Using open data to predict tourists' responses to a tourist attraction

Pantano, E., Priporas, C. and Stylos, N. 2017. 'You will like it!' Using open data to predict tourists' responses to a tourist attraction. Tourism Management. 60, pp. 430-438. https://doi.org/10.1016/j.tourman.2016.12.020

Managing consumers' dynamics within the emerging smart retail settings: introduction to the special issue

Pantano, E., Priporas, C. and Dennis, C. 2017. Managing consumers' dynamics within the emerging smart retail settings: introduction to the special issue. Technological Forecasting and Social Change. 124, pp. 225-227. https://doi.org/10.1016/j.techfore.2017.06.018

Exploring the origin of retail stores in Europe: evidence from Southern Italy from the 6th century BCE to the 3rd century BCE

Pantano, E. and Dennis, C. 2017. Exploring the origin of retail stores in Europe: evidence from Southern Italy from the 6th century BCE to the 3rd century BCE. Journal of Retailing and Consumer Services. 39, pp. 243-249. https://doi.org/10.1016/j.jretconser.2017.08.020

Information technology and marketing performance within international market-entry alliances: a review and an integrated conceptual framework

Zhao, S. and Priporas, C. 2017. Information technology and marketing performance within international market-entry alliances: a review and an integrated conceptual framework. International Marketing Review. 34 (1), pp. 5-28. https://doi.org/10.1108/IMR-01-2016-0024

The role of brand attachment strength in higher education

Dennis, C., Papagiannidis, S., Alamanos, E. and Bourlakis, M. 2016. The role of brand attachment strength in higher education. Journal of Business Research. 69 (8), pp. 3049-3057. https://doi.org/10.1016/j.jbusres.2016.01.020

The effect of mobile retailing effect on consumption experiences: a dynamic perspective

Pantano, E. and Priporas, C. 2016. The effect of mobile retailing effect on consumption experiences: a dynamic perspective. Computers in Human Behavior. 61, pp. 548-555. https://doi.org/10.1016/j.chb.2016.03.071

Website design quality and usage behavior: Unified Theory of Acceptance and Use of Technology

Al-Qeisi, K., Dennis, C., Alamanos, E. and Jayawardhena, C. 2014. Website design quality and usage behavior: Unified Theory of Acceptance and Use of Technology. Journal of Business Research. 67 (11), pp. 2282-2290. https://doi.org/10.1016/j.jbusres.2014.06.016

Competitive intelligence organization in practice: the case of a multinational retailer

Gatsoris, L., Priporas, C. and Theodoridis, C. 2015. Competitive intelligence organization in practice: the case of a multinational retailer. in: Vrontis, D., Sakka, G. and Amirkhanpour, M. (ed.) Management Innovation, Entrepreneurship: A Global Perspective Newcastle upon Tyne, UK Cambridge Scholars Publishing. pp. 152-182

Continuities in marketing sensing

Prince, M. and Priporas, C. 2015. Continuities in marketing sensing. in: Prince, M. and Priporas, C. (ed.) Market Sensing Today New York Business Experts Press. pp. 1-18

Exploring the negotiation thesis application among ski resort tourists: a segmentation approach

Vassiliadis, C., Bellou, V., Priporas, C. and Andronikidis, A. 2018. Exploring the negotiation thesis application among ski resort tourists: a segmentation approach. Journal of Hospitality and Tourism Research. 42 (5), pp. 716-739. https://doi.org/10.1177/1096348015597030

Does social exclusion influence multiple channel use? The interconnections with community, happiness, and well-being

Dennis, C., Alamanos, E., Papagiannidis, S. and Bourlakis, M. 2016. Does social exclusion influence multiple channel use? The interconnections with community, happiness, and well-being. Journal of Business Research. 69 (3), pp. 1061-1070. https://doi.org/10.1016/j.jbusres.2015.08.019

Pirates of the web: the curse of illegal downloading

Dilmperi, A., King, T. and Dennis, C. 2011. Pirates of the web: the curse of illegal downloading. Journal of Retailing and Consumer Services. 18 (2), pp. 132-140. https://doi.org/10.1016/j.jretconser.2010.12.004

Exploring the constraint profile of winter sports resort tourist segments

Priporas, C., Vassiliadis, C., Bellou, V. and Andronikidis, A. 2015. Exploring the constraint profile of winter sports resort tourist segments. Journal of Travel Research. 54 (5), pp. 659-671. https://doi.org/10.1177/0047287514528285

The effect of digital signage on shoppers' behavior: the role of the evoked experience

Dennis, C., Brakus, J., Gupta, S. and Alamanos, E. 2014. The effect of digital signage on shoppers' behavior: the role of the evoked experience. Journal of Business Research. 67 (11), pp. 2250-2257. https://doi.org/10.1016/j.jbusres.2014.06.013

Counterfeit purchase typologies during an economic crisis

Priporas, C., Kamenidou, I., Kapoulas, A. and Papadopoulou, F. 2015. Counterfeit purchase typologies during an economic crisis. European Business Review. 27 (1), pp. 2-16. https://doi.org/10.1108/EBR-11-2013-0132

Corporate impression formation in online communities: a qualitative study

Hallier Willi, C., Nguyen, B., Melewar, T. and Dennis, C. 2014. Corporate impression formation in online communities: a qualitative study. Qualitative Market Research: An International Journal. 17 (4), pp. 410-440. https://doi.org/10.1108/QMR-07-2013-0049

Can a company’s presence in the Net influence the purchasing behavior of the consumer in the physical store?

Priporas, C. and Karatzolas, N. 2005. Can a company’s presence in the Net influence the purchasing behavior of the consumer in the physical store? Cyprus Journal of Sciences. 3, pp. 103-114.

Young consumers' perception of food quality: an illustration from Greece

Kamenidou, I., Priporas, C., Michailidis, A. and Mamalis, S. 2003. Young consumers' perception of food quality: an illustration from Greece. Cahiers Options Méditerranéennes. 61, pp. 191-199.

Private label milk and Greek consumers' behaviour

Tzimitra-Kalogianni, I., Kamenidou, I., Priporas, C. and Tziakas, V. 2002. Private label milk and Greek consumers' behaviour. New Medit. 1 (2), pp. 29-33.

Age and gender effects on consumers’ awareness and source of awareness for food related private label brands

Tzimitra-Kalogianni, I., Kamenidou, I., Priporas, C. and Tziakas, V. 2002. Age and gender effects on consumers’ awareness and source of awareness for food related private label brands. Agricultural Economics Review. 3 (1), pp. 23-36.

Can alternative tourism be the way forward for the development of tourism in Northern Greece?

Priporas, C. and Kamenidou, I. 2003. Can alternative tourism be the way forward for the development of tourism in Northern Greece? Tourism - an International Interdisciplinary Journal. 51 (1), pp. 53-62.

Competitive intelligence activity: evidence from Greece

Priporas, C., Gatsoris, L. and Zacharis, V. 2005. Competitive intelligence activity: evidence from Greece. Marketing Intelligence & Planning. 23 (7), pp. 659-669.

Is it difficult to market a city as a convention destination? The case of Thessaloniki

Priporas, C. 2005. Is it difficult to market a city as a convention destination? The case of Thessaloniki. Journal of Convention & Event Tourism. 7 (2), pp. 87-99.

The Greek food shopper: segmentation on the basis of attitudes to store features

Bourlakis, M., Ness, M. and Priporas, C. 2006. The Greek food shopper: segmentation on the basis of attitudes to store features. EuroMed Journal of Business. 1 (2), pp. 29-49.

Examining leisure constraints for ski centre visitors: implications for services marketing

Andronikidis, A., Vasiliadis, C., Priporas, C. and Kamenidou, I. 2007. Examining leisure constraints for ski centre visitors: implications for services marketing. Journal of Hospitality & Leisure Marketing. 15 (4), pp. 69-86.

Understanding total quality management in context: qualitative research on managers' awareness of TQM aspects in the Greek service industry

Psychogios, A. and Priporas, C. 2007. Understanding total quality management in context: qualitative research on managers' awareness of TQM aspects in the Greek service industry. The Qualitative Report. 12 (1), pp. 40-66.

Exploring Marketing Information Systems (MkIS) selection and evaluation criteria: implications for suppliers

Andronikidis, A., Vassiliadis, C., Fotiadis, T. and Priporas, C. 2008. Exploring Marketing Information Systems (MkIS) selection and evaluation criteria: implications for suppliers. International Journal of Technology Marketing. 3 (1), pp. 20-38.

Services managers’ awareness of crisis management: attitudes and preparation

Priporas, C. and Poimenidis, I. 2008. Services managers’ awareness of crisis management: attitudes and preparation. Innovative Marketing. 4 (3), pp. 37-45.

Patient satisfaction measurement for in-hospital services: a pilot study in Greece

Priporas, C., Laspa, C. and Kamenidou, I. 2008. Patient satisfaction measurement for in-hospital services: a pilot study in Greece. Journal of Medical Marketing. 8 (4), pp. 325-340. https://doi.org/10.1057/jmm.2008.21

University students attitudes to mobile political communication

Mylona, I. and Priporas, C. 2008. University students attitudes to mobile political communication. International Journal of Mobile Marketing. 3 (2), pp. 54-60.

Measuring destination image and consumer choice criteria: the case of Mykonos Island

Kamenidou, I., Mamalis, S. and Priporas, C. 2009. Measuring destination image and consumer choice criteria: the case of Mykonos Island. Tourismos: an international multidisciplinary refereed journal of tourism. 4 (3), pp. 67-79.

Store choice in computer retailing: the case of home users in Greece

Theodoridis, C. and Priporas, C. 2009. Store choice in computer retailing: the case of home users in Greece. EuroMed Journal of Business. 4 (1), pp. 58-68. https://doi.org/10.1108/14502190910956693

Hotel business travellers satisfaction based on service quality: a segmentation approach in inner city five-star hotels

Kamenidou, I., Balkoulis, N. and Priporas, C. 2009. Hotel business travellers satisfaction based on service quality: a segmentation approach in inner city five-star hotels. International Journal of Leisure and Tourism Marketing. 1 (2), pp. 152-172. https://doi.org/10.1504/IJLTM.2009.026481

A model for evaluating the effectiveness of middle managers' training courses: evidence from a major banking organization in Greece

Galanou, E. and Priporas, C. 2009. A model for evaluating the effectiveness of middle managers' training courses: evidence from a major banking organization in Greece. International Journal of Training & Development. 13 (4), pp. 221-246.

Factors predicting consumers’ knowledge of spirulina health benefits

Kamenidou, I. and Priporas, C. 2010. Factors predicting consumers’ knowledge of spirulina health benefits. Journal of Food, Agriculture & Environment. 8 (1), pp. 16-20.

The effect of internal marketing on job satisfaction in health services: a pilot study in public hospitals in Northern Greece

Iliopoulos, E. and Priporas, C. 2011. The effect of internal marketing on job satisfaction in health services: a pilot study in public hospitals in Northern Greece. BMC Health Services Research. 11 (261).